{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# N-BEATS\n",
    "In this notebook, we show an example of how **N-BEATS** can be used with darts. If you are new to darts, we recommend you first follow the `01-darts-intro.ipynb` notebook. \n",
    "\n",
    "**N-BEATS** is a state-of-the-art model that shows the potential of **pure DL architectures** in the context of the time-series forecasting. It outperforms well-established statistical approaches on the *M3*, and *M4* competitions. For more details on the model, see: https://arxiv.org/pdf/1905.10437.pdf."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries\n",
    "from darts.models import NBEATSModel\n",
    "from darts.dataprocessing.transformers import Scaler, MissingValuesFiller\n",
    "from darts.metrics import mape, r2_score\n",
    "from darts.datasets import EnergyDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_forecast(pred_series, ts_transformed, forecast_type, start_date=None):\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    if start_date:\n",
    "        ts_transformed = ts_transformed.drop_before(start_date)\n",
    "    ts_transformed.univariate_component(0).plot(label=\"actual\")\n",
    "    pred_series.plot(label=(\"historic \" + forecast_type + \" forecasts\"))\n",
    "    plt.title(\n",
    "        \"R2: {}\".format(r2_score(ts_transformed.univariate_component(0), pred_series))\n",
    "    )\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy generation example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We test NBEATS on a daily energy generation dataset from a Run-of-river power plant, as it exhibits various levels of seasonalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = EnergyDataset().load().pd_dataframe()\n",
    "df[\"generation hydro run-of-river and poundage\"].plot()\n",
    "plt.title(\"Hourly generation hydro run-of-river and poundage\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To simplify things, we work with the daily generation, and we fill the missing values present in the data by using the `MissingValuesFiller`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_day_avg = df.groupby(df.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    "filler = MissingValuesFiller()\n",
    "scaler = Scaler()\n",
    "series = scaler.fit_transform(\n",
    "    filler.transform(\n",
    "        TimeSeries.from_dataframe(\n",
    "            df_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n",
    "        )\n",
    "    )\n",
    ").astype(np.float32)\n",
    "series.plot()\n",
    "plt.title(\"Daily generation hydro run-of-river and poundage\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We split the data into train and validation sets. Normally we would need to use an additional test set to validate the model on unseen data, but we will skip it for this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "train, val = series.split_after(pd.Timestamp(\"20170901\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generic architecture"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N-BEATS is a univariate model architecture that offers two configurations: a *generic* one and a *interpretable* one. The **generic architecture**  uses as little prior knowledge as possible, with no feature engineering, no scaling and no internal architectural components that may be considered time-series-specific. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To start off, we use a model with the generic architecture of N-BEATS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_nbeats = NBEATSModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=7,\n",
    "    generic_architecture=True,\n",
    "    num_stacks=10,\n",
    "    num_blocks=1,\n",
    "    num_layers=4,\n",
    "    layer_widths=512,\n",
    "    n_epochs=100,\n",
    "    nr_epochs_val_period=1,\n",
    "    batch_size=800,\n",
    "    model_name=\"nbeats_run\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2021-12-18 15:49:42,951] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-12-18 15:49:42,951] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-12-18 15:49:43,028] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n",
      "[2021-12-18 15:49:43,028] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f09af60a0bb847c3ba349de59198a9c9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: 0.0086, validation loss: 0.0196, best val loss: 0.0192\r"
     ]
    }
   ],
   "source": [
    "model_nbeats.fit(train, val_series=val, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the historical forecasts the model would have produced with an expanding training window, and a forecasting horizon of 7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aedd57b443e94b73bae35f699cab65d7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/97 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_series = model_nbeats.historical_forecasts(\n",
    "    series,\n",
    "    start=pd.Timestamp(\"20170901\"),\n",
    "    forecast_horizon=7,\n",
    "    stride=5,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")\n",
    "display_forecast(pred_series, series, \"7 day\", start_date=pd.Timestamp(\"20170901\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpretable model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N-BEATS offers an *interpretable architecture* consisting of two stacks: A **trend** stack and a **seasonality** stack. The architecture is designed so that:\n",
    "\n",
    "- The trend component is removed from the input  before it is fed into the seasonality stack \n",
    "- The **partial forecasts of trend and seasonality are available** as separate interpretable outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_nbeats = NBEATSModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=7,\n",
    "    generic_architecture=False,\n",
    "    num_blocks=3,\n",
    "    num_layers=4,\n",
    "    layer_widths=512,\n",
    "    n_epochs=100,\n",
    "    nr_epochs_val_period=1,\n",
    "    batch_size=800,\n",
    "    model_name=\"nbeats_interpretable_run\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2021-12-18 15:51:18,696] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-12-18 15:51:18,696] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-12-18 15:51:18,714] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n",
      "[2021-12-18 15:51:18,714] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5d90a2bc0e5045279fe1cdfdc2391a55",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: 0.0094, validation loss: 0.0195, best val loss: 0.0189\r"
     ]
    }
   ],
   "source": [
    "model_nbeats.fit(series=train, val_series=val, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the historical forecasts the model would have produced with an expanding training window, and a forecasting horizon of 7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d0729a13586442769be66af0db01dda1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/97 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_series = model_nbeats.historical_forecasts(\n",
    "    series,\n",
    "    start=pd.Timestamp(\"20170901\"),\n",
    "    forecast_horizon=7,\n",
    "    stride=5,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")\n",
    "display_forecast(pred_series, series, \"7 day\", start_date=pd.Timestamp(\"20170901\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
